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AmadeyM111/README.md

Hi πŸ‘‹ I'm Anton

AI Systems Engineer β€’ Data Scientist

Building production-grade AI systems, autonomous agents and intelligent software.

GitHub Kaggle Email Facebook Discord


🧠 About Me

I build AI systems at the intersection of Machine Learning, Large Language Models and Software Engineering.

My primary focus is designing autonomous AI agents capable of long-term memory, planning, retrieval, tool use, structured reasoning and reliable execution in production environments.

Currently working as a Data Scientist, I combine ML, NLP and systems engineering to build intelligent applications powered by LLMs, Retrieval-Augmented Generation and modern AI infrastructure.


πŸš€ Current Project

Jormung β€” Autonomous AI Agent

Production-oriented autonomous AI agent built on top of the Ouroboros runtime.

AI Agents RAG Memory Observability Self Improvement

Core capabilities

  • 🧠 Long-term memory
  • πŸ€– Autonomous task execution
  • πŸ“š RAG & hybrid retrieval
  • πŸ”€ Multi-model routing
  • πŸ›  Tool calling
  • πŸ“… Scheduling & background tasks
  • πŸ“Š Observability & tracing
  • πŸ”’ Controlled self-improvement

πŸ”¬ Current Interests

  • Autonomous AI Agents
  • AI System Design
  • Large Language Models
  • Retrieval-Augmented Generation
  • Agent Memory & Planning
  • Multi-Agent Systems
  • Information Retrieval
  • Mathematical Optimization
  • AI Evaluation & Observability
  • Production ML Infrastructure

πŸ›  Tech Stack

Core Stack

Languages

Python SQL

Machine Learning

PyTorch scikit-learn NumPy Pandas

LLM & Agents

LangGraph LangChain OpenAI API GigaChat Ollama

Infrastructure

FastAPI Kafka Docker PostgreSQL OpenSearch Arize Phoenix


πŸ“š Currently Learning

  • Mathematical Optimization
  • Deep Learning
  • Reinforcement Learning
  • Agent Evaluation
  • Retrieval Systems
  • Reliable AI Systems

πŸ“ˆ GitHub Stats

GitHub Stats

GitHub Streak

Top Languages


🧭 Engineering Principles

  • Reliability over hype
  • Production-first mindset
  • Systems thinking
  • Observability by design
  • Continuous learning

I believe the next generation of AI products will be built not only by larger models, but by robust systems that combine reasoning, memory, planning and reliable software engineering.

Pinned Loading

  1. Jormung---Autonomous-AI-Agent Jormung---Autonomous-AI-Agent Public

    Python 1

  2. LangGraph-Agents LangGraph-Agents Public

    Python 1 1

  3. depermash depermash Public

    Python 2 1

  4. ai-agents ai-agents Public

    Python

  5. biomed-RAG-system biomed-RAG-system Public

    education project for HSE with RAG-System

    Jupyter Notebook

  6. algo algo Public

    Python